{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams[\"figure.figsize\"] = (20,8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = np.genfromtxt('datasets/diurnal-series/diurnal-example.log', delimiter=',', dtype=int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x112044128>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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JkiVo27ZtqZ5NRERERERE/x8LUOWkoEE8FZezs7P22NASOV2GlrMVmjNnjrb4tGLFCoM9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\nz507JzScJuxHry14gLgNb//+/ULRjVAfVAFlGxKgCMLAqEWAssAYw91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ujIwMLlbVC9Ho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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111c0bfd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = x = np.arange(len(data))\n",
    "y = data\n",
    "m, b = np.polyfit(x, y, 1)\n",
    "plt.plot(x, y, linewidth=5, color='k', label='data series')\n",
    "plt.plot(x, m*x + b, '.', linewidth=3, color='k', label='regression line')\n",
    "plt.xlim(5,160)\n",
    "plt.ylim(40000,200000)\n",
    "plt.legend(loc='upper left', prop={'size':30}, numpoints=5)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
